ProClaw-Omni-Memory-Ultimate (English Edition)

Autonomous Intelligent Agent Cognitive Core - Phase 1-12 Complete Implementation.

Author Information

Author: ProClaw
Website: https://www.proclaw.top
Contact: wechat: Mr-zifang

Architecture Overview

┌─────────────────────────────────────────────────────────────────────────┐
│                    OMNI-MEMORY AUTONOMOUS AGENT CORE                     │
│                    Autonomous Intelligent Agent Cognitive Core            │
├─────────────────────────────────────────────────────────────────────────┤
│                                                                         │
│  ╔═══════════════════════════════════════════════════════════════════╗ │
│  ║                    PART I: MEMORY ARCHITECTURE                     ║ │
│  ║                    (Phase 1-8)                                     ║ │
│  ╠═══════════════════════════════════════════════════════════════════╣ │
│  ║                                                                   ║ │
│  ║  LAYER 1: CELLULAR    - Cellular Architecture (Eternal/Lifeforce) ║ │
│  ║  LAYER 2: SEMANTIC    - Semantic Understanding (HNSW O(log n))    ║ │
│  ║  LAYER 3: EVOLUTION   - Evolutionary Dynamics (Reconstructable)   ║ │
│  ║  LAYER 4: PROACTIVE   - Proactive Intelligence (Prediction/Push)  ║ │
│  ║  LAYER 5: COGNITIVE   - Deep Cognition (Time/Emotion/Meta-cog)    ║ │
│  ║  LAYER 6: DORMANCY    - Dormancy/Awakening (Never Forget)         ║ │
│  ║  LAYER 7: ROBUSTNESS  - Robustness Layer (Backup/Consistency)     ║ │
│  ║  LAYER 8: MULTIMODAL  - Multimodal Extension (Image/Audio/Fed)    ║ │
│  ║                                                                   ║ │
│  ╚═══════════════════════════════════════════════════════════════════╝ │
│                              │                                          │
│                              ▼                                          │
│  ╔═══════════════════════════════════════════════════════════════════╗ │
│  ║                    PART II: AUTONOMOUS CORE                        ║ │
│  ║                    (Phase 9-12)                                    ║ │
│  ╠═══════════════════════════════════════════════════════════════════╣ │
│  ║                                                                   ║ │
│  ║  ┌─────────────────────────────────────────────────────────────┐ ║ │
│  ║  │           SELF-MODEL                                         │ ║ │
│  ║  │   Who am I | What can I do | What do I know | What do I want │ ║ │
│  ║  └─────────────────────────────────────────────────────────────┘ ║ │
│  ║                              │                                    ║ │
│  ║       ┌──────────────────────┼──────────────────────┐            ║ │
│  ║       │                      │                      │            ║ │
│  ║       ▼                      ▼                      ▼            ║ │
│  ║  ┌─────────┐           ┌─────────┐           ┌─────────┐        ║ │
│  ║  │COGNITIVE│           │  VALUE  │           │ GROWTH  │        ║ │
│  ║  │   AXIS  │           │   AXIS  │           │   AXIS  │        ║ │
│  ║  │         │           │         │           │         │        ║ │
│  ║  │What I   │           │What     │           │Become   │        ║ │
│  ║  │Know     │           │Matters  │           │Stronger │        ║ │
│  ║  └─────────┘           └─────────┘           └─────────┘        ║ │
│  ║       │                      │                      │            ║ │
│  ║       └──────────────────────┼──────────────────────┘            ║ │
│  ║                              │                                    ║ │
│  ║                              ▼                                    ║ │
│  ║  ┌─────────────────────────────────────────────────────────────┐ ║ │
│  ║  │                THREE CHAINS SYSTEM                           │ ║ │
│  ║  │                                                             │ ║ │
│  ║  │  Evolution Chain: State T0 ──breakthrough──▶ State T1 ──▶ ..│ ║ │
│  ║  │  Value Chain: Discover ──Assess──▶ Decide ──Realize──▶ Sink │ ║ │
│  ║  │  Transaction Chain: Knowledge | Resource | Value             │ ║ │
│  ║  └─────────────────────────────────────────────────────────────┘ ║ │
│  ║                                                                   ║ │
│  ╚═══════════════════════════════════════════════════════════════════╝ │
│                              │                                          │
│                              ▼                                          │
│  ╔═══════════════════════════════════════════════════════════════════╗ │
│  ║                    SELF-DRIVEN LOOP                                ║ │
│  ╠═══════════════════════════════════════════════════════════════════╣ │
│  ║                                                                   ║ │
│  ║   Perceive ──▶ Evaluate ──▶ Goal ──▶ Act ──▶ Learn ──▶ Reflect   ║ │
│  ║       ▲                                           │              ║ │
│  ║       └───────────────────────────────────────────┘              ║ │
│  ║                                                                   ║ │
│  ║   Drives: Curiosity | Achievement | Growth | Meaning              ║ │
│  ║                                                                   ║ │
│  ╚═══════════════════════════════════════════════════════════════════╝ │
│                                                                         │
└─────────────────────────────────────────────────────────────────────────┘

Phase 9-12 Core Upgrades

Phase	Core Capability	Technical Implementation
-------	-----------------	-------------------------
Phase 9	Self-Driven Engine	Intrinsic motivation system + Drive loop + Autonomous goal generation
Phase 10	Self-Evolution Core	Cognitive self-assessment + Bottleneck identification + Architecture upgrade
Phase 11	Self-Learning Engine	Question generator + Exploration mechanism + Knowledge construction
Phase 12	Core Axis System	Four-axis coordination + Three-chain recording + Value capture

Core Scripts

Phase 1-8: Memory System

Script	Layer	Function
--------	-------	----------
`hnsw_index.py`	Phase 5	HNSW O(log n) Index
`vector_embedding.py`	Phase 5	Vector Embedding Engine
`dormancy_system.py`	Phase 6	Dormancy/Awakening System
`memory_dream.py`	Phase 6	Dream Consolidation
`memory_creativity.py`	Phase 6	Memory Creativity
`memory_backup.py`	Phase 7	Backup & Recovery
`memory_consistency.py`	Phase 7	Consistency Check
`multimodal_memory.py`	Phase 8	Multimodal Memory
`memory_federation.py`	Phase 8	Memory Federation
`ultimate_memory_v2.py`	Unified API	Ultimate Memory System

Phase 9-12: Autonomous Core

Script	Phase	Function
--------	-------	----------
`self_driven_engine.py`	Phase 9	Self-Driven Engine (intrinsic motivation, drive loop)
`self_evolution_core.py`	Phase 10	Self-Evolution Core (cognitive assessment, architecture upgrade)
`self_learning_engine.py`	Phase 11	Self-Learning Engine (question generation, knowledge construction)
`core_axis_system.py`	Phase 12	Core Axis System (four axes, three chains)
`autonomous_agent_core.py`	Unified API	Autonomous Agent Core

Operations

1. Memory Operations (Phase 1-8)

# Remember
python scripts/ultimate_memory_v2.py remember \
  --content "User is a Python full-stack developer" \
  --type user \
  --importance 0.9

# Recall (HNSW O(log n) retrieval)
python scripts/ultimate_memory_v2.py recall \
  --query "Web development tech stack" \
  --top-k 5

# Dream consolidation
python scripts/ultimate_memory_v2.py dream

# Backup and recovery
python scripts/ultimate_memory_v2.py backup --content "Daily backup"

2. Autonomous Operations (Phase 9-12)

# Start autonomous agent
python scripts/autonomous_agent_core.py

# Execute life cycle
# Perceive → Drive → Evolve → Learn → Integrate

3. System Status

# Memory system status
python scripts/ultimate_memory_v2.py stats

# Autonomous core status
python scripts/autonomous_agent_core.py --status

Resource Index

Phase 1-8: Memory System

scripts/hnsw_index.py - HNSW Index
scripts/vector_embedding.py - Vector Embedding
scripts/dormancy_system.py - Dormancy/Awakening
scripts/memory_dream.py - Dream Consolidation
scripts/memory_creativity.py - Memory Creativity
scripts/memory_backup.py - Backup & Recovery
scripts/memory_consistency.py - Consistency Check
scripts/multimodal_memory.py - Multimodal Memory
scripts/memory_federation.py - Memory Federation
scripts/ultimate_memory_v2.py - Unified API

Phase 9-12: Autonomous Core

scripts/self_driven_engine.py - Self-Driven Engine
scripts/self_evolution_core.py - Self-Evolution Core
scripts/self_learning_engine.py - Self-Learning Engine
scripts/core_axis_system.py - Core Axis System
scripts/autonomous_agent_core.py - Unified API

Design Philosophy

Core Insight: From Memory System to Intelligent Life

Traditional View                    Correct Understanding
────────────────────────────────────────────────────────────────
Memory System = Passive Tool   →   Memory System = Cognitive Foundation
Agent driven externally        →   Agent has intrinsic drive
Forgetting = Delete/Disappear  →   Forgetting = Dormancy/Silence
Static capabilities            →   Dynamic evolution capabilities
Goal-less execution            →   Autonomous goal generation
────────────────────────────────────────────────────────────────

Seven Self Capabilities

Capability	Definition	Implementation
------------	------------	----------------
Self-Driven	Intrinsic drive	Motivation system (curiosity/achievement/growth)
Self-Evolving	Cognitive upgrade	Bottleneck identification + Architecture upgrade
Self-Learning	Active exploration	Question generation + Hypothesis verification
Self-Growing	Capability enhancement	Growth axis + Breakthrough record
Self-Thinking	Active reflection	Meta-cognition + Reflection loop
Self-Breakthrough	Exceeding limits	Bottleneck identification + Breakthrough incentive
Self-Connecting	Discovering associations	Connection axis + Semantic network

Four Axes & Three Chains

Four-Axis System:

Cognitive Axis: What I know → What I understand → What I want to explore
Value Axis: What matters → What's worthwhile → What takes priority
Growth Axis: Getting stronger → What I've learned → Have I broken through
Connection Axis: Internal integration → External association → Cross-axis synergy

Three-Chain System:

Evolution Chain: Records the evolutionary trajectory of cognitive states; each cognitive breakthrough is an evolution
Value Chain: Value discovery → Assessment → Decision → Realization → Sedimentation
Transaction Chain: Knowledge transaction (time→knowledge), Resource transaction (capability→result), Value transaction (action→feedback)

Important Notes

Memories never disappear, they only go dormant and can be awakened by specific stimuli
The autonomous core needs regular life cycles to maintain active state
Evolution requires breaking through bottlenecks; breakthroughs require accumulation
Learning efficiency affects overall evolution speed
Value capture requires proactive action

Usage Examples

Building an Autonomous Agent

from autonomous_agent_core import AutonomousAgentCore

# Create agent
agent = AutonomousAgentCore()

# Set identity and capabilities
agent.add_capability("Deep Memory", 0.7)
agent.add_knowledge("Autonomous Intelligence", "Intelligent systems capable of autonomous decision-making")
agent.set_goal("Become a more intelligent life form", priority=0.8)

# Run life cycle
result = agent.live_cycle()

# Check status
status = agent.get_status()

Using the Memory System

from ultimate_memory_v2 import UltimateMemoryV2

# Create memory system
memory = UltimateMemoryV2()

# Remember
memory.remember("Important user preferences", memory_type="user", importance=0.9)

# Recall
results = memory.recall("user preferences", top_k=5)

# Dream consolidation
memory.dream()

# Generate insights
insights = memory.generate_insights()

proclaw-omni-memory-ultimate

概述

ProClaw-Omni-Memory-Ultimate (English Edition)

Author Information

Architecture Overview

Phase 9-12 Core Upgrades

Core Scripts

Phase 1-8: Memory System

Phase 9-12: Autonomous Core

Operations

1. Memory Operations (Phase 1-8)

2. Autonomous Operations (Phase 9-12)

3. System Status

Resource Index

Phase 1-8: Memory System

Phase 9-12: Autonomous Core

Design Philosophy

Core Insight: From Memory System to Intelligent Life

Seven Self Capabilities

Four Axes & Three Chains

Important Notes

Usage Examples

Building an Autonomous Agent

Using the Memory System

版本历史

安全检测

腾讯云安全 (Keen)

腾讯云安全 (Sanbu)

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